@inproceedings{markovseries99,
	author = {G. Dangelmayr and S. Gadaleta and D. Hundley and M. Kirby}, 
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	year={1999}
}

@article{abadi03aurora,
 author = {D. J. Abadi and D. Carney and U. Cetintemel and M. Cherniack and C. Convey and S. Lee and M. Stonebraker and N. Tatbul and S. Zdonik},
 title = {Aurora: a new model and architecture for data stream management},
 journal = {The VLDB Journal},
 volume = {12},
 number = {2},
 pages = {120--139},
 year = {2003} }

@inproceedings{aggarwal01text,
 author = {C. C. Aggarwal and P. S. Yu},
 title = {On Effective Conceptual Indexing and Similarity Search in Text Data},
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  year      = {2001} }

@inproceedings{babcock04shedding,
 author = {B. Babcock and M. Datar and R. Motwani},
 title = {Load Shedding for Aggregation Queries over Data Streams},
 booktitle = {20th International Conference on Data Engineering},
 year = {2004} }

@inproceedings{cestnik90estimating,
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@book{chatfield04series,
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@article{domingos97bayes,
 author = {P. Domingos and M. Pazzani},
 title = {On the Optimality of the Simple {B}ayesian Classifier under Zero-One Loss},
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@book{duda01pattern,
  author = "R. O. Duda and P. E. Hart and D. G. Stork",
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@inproceedings{fan04active,
  author = "W. Fan and Y-A Huang and H. Wang and P. S. Yu",
  title = "Active Mining of Data Streams",
  booktitle = "Proceedings of the Fourth SIAM International Conference on Data Mining",
  year = "2004" }

@book{haykin02adaptive,
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@inproceedings{jain04kalman,
 author = {A. Jain and E. Y. Chang and Y-F Wang},
 title = {Adaptive stream resource management using Kalman Filters},
 booktitle = {Proceedings of the 2004 ACM SIGMOD international conference on Management of data},
 year = {2004} }

@inproceedings{langley92bayes,
 author = {P. Langley and W. Iba and K. Thompson},
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@book{liu01montecarlo,
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@book{motwani95randomized,
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@inproceedings{olston03adaptive,
 author = {C. Olston and J. Jiang and J. Widom},
 title = {Adaptive filters for continuous queries over distributed data streams},
 booktitle = {Proceedings of the 2003 ACM SIGMOD international conference on Management of data},
 year = {2003} }

@inproceedings{pazzani96syskill,
 author = {M. Pazzani and J. Muramatsu and D. Billsus},
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@book{pratt91image,
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@inproceedings{tatbul03shedding,
  author = "N. Tatbul and U. Cetintemel and S. Zdonik and M. Cherniack and M. Stonebraker",
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  year = "2003" }

@inproceedings{wang03drift,
 author = {H. Wang and W. Fan and P. S. Yu and J. Han},
 title = {Mining concept-drifting data streams using ensemble classifiers},
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@ARTICLE{icde08-haixun, title={{Stop Chasing Trends: Discovering High Order Models in Evolving Data}},
author = "S. Chen and H. Wang and S. Zhou and P. S Yu",
journal="Proc. of IEEE International Conference on Data Engineering (ICDE)",
year = 2008}

@inproceedings{conf/icde/XieYCWY08,
  author    = {J. Xie and
               J. Yang and
               Y. Chen and
               H. Wang and
               P. S. Yu},
  title     = {A {S}ampling-{B}ased {A}pproach to {I}nformation {R}ecovery},
  booktitle = {ICDE},
  year      = {2008},
  pages     = {476-485},

}

@Article{burnham,
  author = 	 {Kenneth P. Burnham and David R. Anderson },
  title = 	 {Multimodel Inference: Understanding AIC and BIC in Model Selection },
  journal = 	 {Sociological Methods and Research},
  year = 	 2004,
  volume = 	 33,
  number = 	 2,
  pages = 	 {261-304},
}

@InProceedings{akaike73,
  author = 	 {Hirotugu Akaike},
  title = 	 {Information Theory as an Extension of the Maximum Likelihood Principle},
  booktitle = {Second International Symposium on Information Theory},
  year = 	 1973
}

@InProceedings{akaike74,
  author = 	 {Hirotugu Akaike},
  title = 	 {A New Look at the Statistical Model Identification},
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  year = 	 1974}

@inproceedings{MaHPG02,
  author    = {Sheng Ma and
               Joseph L. Hellerstein and
               Chang-Shing Perng and
               Genady Grabarnik},
  title     = {Progressive and Interactive Analysis of Event Data Using
               Event Miner},
  booktitle = {ICDM},
  year      = {2002},
  pages     = {661-664},

}

@article{HellersteinMP02,
  author    = {Joseph L. Hellerstein and
               Sheng Ma and
               Chang-Shing Perng},
  title     = {Discovering actionable patterns in event data},
  journal   = {IBM Systems Journal},
  volume    = {41},
  number    = {3},
  year      = {2002},
  pages     = {475-493},

}

@inproceedings{PerngMLT05,
  author    = {Chang-Shing Perng and
               Sheng Ma and
               S. Lin and
               David Thoenen},
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               utilization},
  booktitle = {Integrated Network Management},
  year      = {2005},
  pages     = {89-101},
  ee        = {http://dx.doi.org/10.1109/INM.2005.1440773},

}

@inproceedings{PerngTGMH03,
  author    = {Chang-Shing Perng and
               David Thoenen and
               Genady Grabarnik and
               Sheng Ma and
               Joseph L. Hellerstein},
  title     = {Data-driven validation, completion and construction of event
               relationship networks},
  booktitle = {KDD},
  year      = {2003},
  pages     = {729-734},
  ee        = {http://doi.acm.org/10.1145/956750.956848},

}

@inproceedings{PengPLW07,
  author    = {Wei Peng and
               Charles Perng and
               Tao Li and
               Haixun Wang},
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  pages     = {1028-1032},
  ee        = {http://doi.acm.org/10.1145/1281192.1281305},
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}
@inproceedings{LiM04,
  author    = {Tao Li and
               Sheng Ma},
  title     = {Mining Temporal Patterns Without Predefined Time Windows},
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  ee        = {http://csdl.computer.org/comp/proceedings/icdm/2004/2142/00/21420451abs.htm},
  crossref  = {DBLP:conf/icdm/2004},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}
@inproceedings{DBLP:conf/kdd/KiernanT08,
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               Evimaria Terzi},
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  ee        = {http://doi.acm.org/10.1145/1401890.1401943},
  crossref  = {DBLP:conf/kdd/2008},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}


@Book{PoE,
  author = 	 {David Luckham},
  title = 	 {The Power of Events: An Introduction to Complex Event Processing in Distributed Enterprise Systems},
  publisher = 	 {Addison-Wesley Professional },
  year = 	 {2002},
  OPTkey = 	 {},
  OPTvolume = 	 {},
  OPTnumber = 	 {},
  OPTseries = 	 {},
  OPTaddress = 	 {},
  OPTedition = 	 {},
  OPTmonth = 	 {},
  OPTnote = 	 {},
  OPTannote = 	 {}
}

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       author       = {{R Development Core Team}},
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       address      = {Vienna, Austria},
       year         = 2008,
       note         = {{ISBN} 3-900051-07-0},
       url          = {http://www.R-project.org}
     }


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@inproceedings{MannilaS01,
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@inproceedings{XingP08,
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@article{abadi03aurora,
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 title = {Aurora: a new model and architecture for data stream management},
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 year = {2003} }

@inproceedings{aggarwal01text,
 author = {C. C. Aggarwal and P. S. Yu},
 title = {On Effective Conceptual Indexing and Similarity Search in Text Data},
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  year      = {2001} }

@inproceedings{babcock04shedding,
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 year = {2004} }

@inproceedings{cestnik90estimating,
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@article{domingos97bayes,
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 year = {1997},
 pages = {103--130} }

@book{duda01pattern,
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@inproceedings{fan04active,
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  year = "2004" }

@book{haykin02adaptive,
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@inproceedings{jain04kalman,
 author = {A. Jain and E. Y. Chang and Y-F Wang},
 title = {Adaptive stream resource management using Kalman Filters},
 booktitle = {Proceedings of the 2004 ACM SIGMOD international conference on Management of data},
 year = {2004} }

@inproceedings{langley92bayes,
 author = {P. Langley and W. Iba and K. Thompson},
 title = {Analysis of {B}ayesian Classifiers},
 booktitle = {Proceedings of the Tenth National Conference on Artificial Intelligence},
 year = {1992} }

@book{liu01montecarlo,
  author = "J. S. Liu",
  title = "Monte Carlo Strategies in Scientific Computing",
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  year = "2001" }

@book{motwani95randomized,
  author = "R. Motwani and P. Raghavan",
  title = "Randomized Algorithms",
  publisher = "Cambridge University Press",
  year = "1995" }

@inproceedings{olston03adaptive,
 author = {C. Olston and J. Jiang and J. Widom},
 title = {Adaptive filters for continuous queries over distributed data streams},
 booktitle = {Proceedings of the 2003 ACM SIGMOD international conference on Management of data},
 year = {2003} }

@inproceedings{pazzani96syskill,
 author = {M. Pazzani and J. Muramatsu and D. Billsus},
 title = {Syskill and Webert: identifying interesting websites},
 booktitle = {Proc. of the Thirteenth Amer. Nat. Conf. on Artificial Intelligence (AAAI-96)},
 year = {1996} }

@book{pratt91image,
  author = "W. K. Pratt",
  title = "Digital Image Processing",
  publisher = "John Wiley \& Sons",
  year = "1991" }

@inproceedings{tatbul03shedding,
  author = "N. Tatbul and U. Cetintemel and S. Zdonik and M. Cherniack and M. Stonebraker",
  title = "Load Shedding in a Data Stream Manager",
  booktitle = "Proc. of the 29th Intl. Conf. on Very Large Databases (VLDB'03)",
  year = "2003" }

@inproceedings{loadstar,
author={Y. Chi and P. S. Yu and H. Wang and R. Muntz},
title = {Loadstar: A Load Shedding Scheme for Classifying Data Streams},
booktitle={Proceedings of the 4th SIAM International Conference on Data Mining (SDM)},
year=2005
}
@inproceedings{loadstardemo,
 author = {Y. Chi and H. Wang and P. S. Yu},
 title = {Loadstar: load shedding in data stream mining},
  booktitle = "Proc. of the 31st Intl. Conf. on Very Large Databases (VLDB)",
 year = {2005},
 pages = {1302--1305},
 location = {Trondheim, Norway},
 }
@inproceedings{ensembleoverfitting,
author={H. Wang and J. Yin and J. Pei and P. S. Yu and J. X. Yu},
title ={Suppressing Model Overfitting in Mining Concept-Drifting Data Streams},
booktitle="SIGKDD",
year=2006
}

@inproceedings{conf/icde/XieYCWY08,
  author    = {J. Xie and
               J. Yang and
               Y. Chen and
               H. Wang and
               P. S. Yu},
  title     = {A {S}ampling-{B}ased {A}pproach to {I}nformation {R}ecovery},
  booktitle = {ICDE},
  year      = {2008},
  pages     = {476-485},

}

@Article{burnham,
  author = 	 {Kenneth P. Burnham and David R. Anderson },
  title = 	 {Multimodel Inference: Understanding AIC and BIC in Model Selection },
  journal = 	 {Sociological Methods and Research},
  year = 	 2004,
  volume = 	 33,
  number = 	 2,
  pages = 	 {261-304},
}

@InProceedings{akaike73,
  author = 	 {Hirotugu Akaike},
  title = 	 {Information Theory as an Extension of the Maximum Likelihood Principle},
  booktitle = {Second International Symposium on Information Theory},
  year = 	 1973
}

@InProceedings{akaike74,
  author = 	 {Hirotugu Akaike},
  title = 	 {A New Look at the Statistical Model Identification},
  booktitle = {IEEE Transactions on Automatic Control},
  year = 	 1974}

@inproceedings{MaHPG02,
  author    = {Sheng Ma and
               Joseph L. Hellerstein and
               Chang-Shing Perng and
               Genady Grabarnik},
  title     = {Progressive and Interactive Analysis of Event Data Using
               Event Miner},
  booktitle = {ICDM},
  year      = {2002},
  pages     = {661-664},

}

@article{HellersteinMP02,
  author    = {Joseph L. Hellerstein and
               Sheng Ma and
               Chang-Shing Perng},
  title     = {Discovering actionable patterns in event data},
  journal   = {IBM Systems Journal},
  volume    = {41},
  number    = {3},
  year      = {2002},
  pages     = {475-493},

}

@inproceedings{PerngMLT05,
  author    = {Chang-Shing Perng and
               Sheng Ma and
               S. Lin and
               David Thoenen},
  title     = {Data-driven monitoring design of service level and resource
               utilization},
  booktitle = {Integrated Network Management},
  year      = {2005},
  pages     = {89-101},
  ee        = {http://dx.doi.org/10.1109/INM.2005.1440773},

}

@inproceedings{PerngTGMH03,
  author    = {Chang-Shing Perng and
               David Thoenen and
               Genady Grabarnik and
               Sheng Ma and
               Joseph L. Hellerstein},
  title     = {Data-driven validation, completion and construction of event
               relationship networks},
  booktitle = {KDD},
  year      = {2003},
  pages     = {729-734},
  ee        = {http://doi.acm.org/10.1145/956750.956848},

}

@inproceedings{PengPLW07,
  author    = {Wei Peng and
               Charles Perng and
               Tao Li and
               Haixun Wang},
  title     = {Event summarization for system management},
  booktitle = {KDD},
  year      = {2007},
  pages     = {1028-1032},
  ee        = {http://doi.acm.org/10.1145/1281192.1281305},
  crossref  = {DBLP:conf/kdd/2007},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}
@inproceedings{LiM04,
  author    = {Tao Li and
               Sheng Ma},
  title     = {Mining Temporal Patterns Without Predefined Time Windows},
  booktitle = {ICDM},
  year      = {2004},
  pages     = {451-454},
  ee        = {http://csdl.computer.org/comp/proceedings/icdm/2004/2142/00/21420451abs.htm},
  crossref  = {DBLP:conf/icdm/2004},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}
@inproceedings{DBLP:conf/kdd/KiernanT08,
  author    = {Jerry Kiernan and
               Evimaria Terzi},
  title     = {Constructing comprehensive summaries of large event sequences},
  booktitle = {KDD},
  year      = {2008},
  pages     = {417-425},
  ee        = {http://doi.acm.org/10.1145/1401890.1401943},
  crossref  = {DBLP:conf/kdd/2008},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}


@Book{PoE,
  author = 	 {David Luckham},
  title = 	 {The Power of Events: An Introduction to Complex Event Processing in Distributed Enterprise Systems},
  publisher = 	 {Addison-Wesley Professional },
  year = 	 {2002},
  OPTkey = 	 {},
  OPTvolume = 	 {},
  OPTnumber = 	 {},
  OPTseries = 	 {},
  OPTaddress = 	 {},
  OPTedition = 	 {},
  OPTmonth = 	 {},
  OPTnote = 	 {},
  OPTannote = 	 {}
}

  @Manual{rlang,
       title        = {R: A Language and Environment for Statistical
                       Computing},
       author       = {{R Development Core Team}},
       organization = {R Foundation for Statistical Computing},
       address      = {Vienna, Austria},
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